Emergent Practices Of Learning Analytics In K 12 Classrooms

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Emergent Practices of Learning Analytics in K-12 Classrooms

Author : Kavakl? Uluta?, Nurdan,Höl, Devrim
Publisher : IGI Global
Page : 290 pages
File Size : 42,9 Mb
Release : 2023-12-29
Category : Education
ISBN : 9798369300688

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Emergent Practices of Learning Analytics in K-12 Classrooms by Kavakl? Uluta?, Nurdan,Höl, Devrim Pdf

In the world of education, technology has revolutionized teaching and learning practices globally. However, the widespread adoption of technology, especially in response to Covid-19, has led to a deluge of data from students' digital footprints. The challenge lies in effectively using this data through learning analytics (LA) to optimize K-12 classroom practices. Emergent Practices of Learning Analytics in K-12 Classrooms, edited by Dr. Nurdan Kavakl? Uluta? and Dr. Devrim Höl offers a comprehensive solution to these challenges. This book gathers academic scholars to explore practical perspectives on applying learning analytics in K-12 classrooms, combining qualitative and quantitative methodologies. Addressing topics such as predictive analytics, ethical considerations, and future directions, it empowers educators to make data-driven decisions, creating engaging learning experiences for improved student outcomes. By embracing the insights and recommendations presented in this book, academic scholars can confidently navigate the realm of learning analytics and shape the future of K-12 education.

Learning Analytics

Author : Johann Ari Larusson,Brandon White
Publisher : Springer
Page : 195 pages
File Size : 43,5 Mb
Release : 2014-07-04
Category : Education
ISBN : 9781461433057

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Learning Analytics by Johann Ari Larusson,Brandon White Pdf

In education today, technology alone doesn't always lead to immediate success for students or institutions. In order to gauge the efficacy of educational technology, we need ways to measure the efficacy of educational practices in their own right. Through a better understanding of how learning takes place, we may work toward establishing best practices for students, educators, and institutions. These goals can be accomplished with learning analytics. Learning Analytics: From Research to Practice updates this emerging field with the latest in theories, findings, strategies, and tools from across education and technological disciplines. Guiding readers through preparation, design, and examples of implementation, this pioneering reference clarifies LA methods as not mere data collection but sophisticated, systems-based analysis with practical applicability inside the classroom and in the larger world. Case studies illustrate applications of LA throughout academic settings (e.g., intervention, advisement, technology design), and their resulting impact on pedagogy and learning. The goal is to bring greater efficiency and deeper engagement to individual students, learning communities, and educators, as chapters show diverse uses of learning analytics to: Enhance student and faculty performance. Improve student understanding of course material. Assess and attend to the needs of struggling learners. Improve accuracy in grading. Allow instructors to assess and develop their own strengths. Encourage more efficient use of resources at the institutional level. Researchers and practitioners in educational technology, IT, and the learning sciences will hail the information in Learning Analytics: From Research to Practice as a springboard to new levels of student, instructor, and institutional success.

Learning Analytics in the Classroom

Author : Jason M. Lodge,Jared Cooney Horvath,Linda Corrin
Publisher : Routledge
Page : 320 pages
File Size : 42,7 Mb
Release : 2018-09-01
Category : Education
ISBN : 9781351113014

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Learning Analytics in the Classroom by Jason M. Lodge,Jared Cooney Horvath,Linda Corrin Pdf

From Data and Analytics to the Classroom presents a coherent framework for useful translation of learning analytics research for educational practice with world-leading researchers in the use of data and analytics in education applying this framework to a number of different educational domains. The aim is to provide concrete ways to apply data and analytics to everyday educational practice. Thi book serves not only as a practical tool, but also as an instructional guide for educators. Through discussion and illustration it provides educators and researchers alike with the proper tools and frameworks to effectively make sense of and use data and analytics in their everyday practice.

Modern Early Childhood Teacher Education: Theories and Practice

Author : Badea, Mihaela,Suditu, Mihaela
Publisher : IGI Global
Page : 348 pages
File Size : 42,9 Mb
Release : 2024-01-22
Category : Education
ISBN : 9798369309575

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Modern Early Childhood Teacher Education: Theories and Practice by Badea, Mihaela,Suditu, Mihaela Pdf

Early childhood education is the decisive period of a student’s life experience where the foundations for lifelong learning are laid. A dynamic interplay of individual and collective experiences unfolds within its organized environment, fostering holistic growth, development, and the safeguarding of young minds. The significance of these formative years cannot be overstated; they are a cornerstone of education, shaping more than half of an individual’s future learning trajectory. In a world driven by international imperatives and national priorities, the establishment of robust early education policies has emerged as a pressing need within the broader Early Childhood Development program. Modern Early Childhood Teacher Education: Theories and Practice delves into the multifaceted tapestry of early school education, dissecting its historical underpinnings while navigating the complexities of contemporary educational paradigms. The book unfurls a comprehensive exploration of diverse global early schooling systems, dissecting their historical trajectories and contemporary challenges. It assumes the role of a scholarly guide, not only for practicing early education teachers but also for aspiring educators preparing to embark on their journey into the realm of pre-school and primary education. Additionally, it stands as a forum for the global exchange of pedagogical insights, fostering a community of academics, researchers, and practitioners committed to advancing the field of early education. The pages of this book resonate with the echoes of critical topics such as contemporary challenges in early schooling systems, innovative teaching resources tailored for young learners, the intricate nuances of digital education in the formative years, and the pivotal role of early education as a catalyst for broader educational and cultural policies.

Emerging Trends in Learning Analytics

Author : Anonim
Publisher : BRILL
Page : 297 pages
File Size : 45,9 Mb
Release : 2019-05-07
Category : Education
ISBN : 9789004399273

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Emerging Trends in Learning Analytics by Anonim Pdf

This book documents recent attempts to conduct systematic, prodigious and multidisciplinary research in learning analytics and present their findings and identify areas for further research and development. The book also unveils the distinguished and exemplary works by educators and researchers in the field highlighting the current trends, privacy and ethical issues, creative and unique approaches, innovative methods, frameworks, and theoretical and practical aspects of learning analytics.

Cultivating Literate Citizenry Through Interdisciplinary Instruction

Author : Scott, Chyllis E.,Miller, Diane M.,Albert, Matthew
Publisher : IGI Global
Page : 340 pages
File Size : 46,7 Mb
Release : 2024-04-05
Category : Language Arts & Disciplines
ISBN : 9798369308448

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Cultivating Literate Citizenry Through Interdisciplinary Instruction by Scott, Chyllis E.,Miller, Diane M.,Albert, Matthew Pdf

The role of literacy instruction extends far beyond traditional English language arts classrooms. Cultivating Literate Citizenry Through Interdisciplinary Instruction delves into the necessary concepts within the realm of literacy across and within various academic disciplines. From the foundational core courses of English language arts, mathematics, science, and social studies to enriching extracurricular pursuits like agriculture, theater arts, visual arts, and kinesiology, this book encapsulates the essence of fostering literacy competencies in all domains. This comprehensive resource caters to a diverse audience, spanning preservice and in-service teachers, teacher educators, district and school leaders, and educational researchers. It is a versatile tool, ideal for integrating literacy methods courses focusing on content-area and disciplinary literacy instruction across all age groups. Practicing teachers will find it an invaluable resource for their ongoing professional development, while educational leaders will gain profound insights to inform their instructional support strategies.

Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education

Author : Cayton, Emily,Sanders, Miriam,Williams, John A.
Publisher : IGI Global
Page : 381 pages
File Size : 52,7 Mb
Release : 2024-02-07
Category : Education
ISBN : 9781668459409

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Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education by Cayton, Emily,Sanders, Miriam,Williams, John A. Pdf

There has been an increasing issue in STEM education as many students lack interest and knowledge in STEM disciplines and fields. Given the high demand for STEM workers, and the projected growth of STEM fields, it is important to expose students to STEM education beginning as early as elementary school. Some K-6 programs are not preparing teacher candidates adequately for STEM content or skills, especially in engineering. Integrating these disciplines and practices throughout elementary education programs could result in more exposure for K-6 students. Using STEM-Focused Teacher Preparation Programs to Reimagine Elementary Education presents anecdotal stories of how elementary education programs have altered their content offerings, field experiences, and curricula to expand their teacher candidates’ knowledge and exposure to STEM disciplines and fields. Covering key topics such as diversity, teacher education, and technology integration, this premier reference source is ideal for industry professionals, policymakers, administrators of K-12 education, pre-service teachers, teacher educators, researchers, scholars, academicians, practitioners, instructors, and students.

Parental Influence on Educational Success and Wellbeing

Author : Gamez, Ana Maria
Publisher : IGI Global
Page : 492 pages
File Size : 49,8 Mb
Release : 2024-05-06
Category : Education
ISBN : 9798369314524

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Parental Influence on Educational Success and Wellbeing by Gamez, Ana Maria Pdf

Within parenting, a complex dynamic emerges as empirical research intersects with practical applications. Parental Influence on Educational Success and Wellbeing navigates uncharted territories in parenting research, tackling pivotal issues like culture, minority experiences, lifespan perspectives, disabilities, and the convergence of medical and legal dimensions. Its uniqueness lies in theoretical exploration and in providing tangible solutions—offering parents concrete best practices and strategies. This book is an indispensable resource for parents seeking to navigate the multifaceted challenges of nurturing their children in diverse contexts. By integrating insights from various dimensions of parenting research, the book equips parents with a nuanced understanding of how their actions reverberate through their child's life, influencing academic achievement and emotional well-being.

Learning Analytics Goes to School

Author : Andrew Krumm,Barbara Means,Marie Bienkowski
Publisher : Routledge
Page : 275 pages
File Size : 45,9 Mb
Release : 2018-01-12
Category : Education
ISBN : 9781317307860

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Learning Analytics Goes to School by Andrew Krumm,Barbara Means,Marie Bienkowski Pdf

Learning Analytics Goes to School presents a framework for engaging in education research and improving education practice through the use of newly available data sources and analytical approaches. The application of data-intensive research techniques to understanding and improving learning environments has been growing at a rapid pace. In this book, three leading researchers convey lessons from their own experiences—and the current state of the art in educational data mining and learning analytics more generally—by providing an explicit set of tools and processes for engaging in collaborative data-intensive improvement.

Learning Analytics in Education

Author : David Niemi,Roy D. Pea,Bror Saxberg,Richard E. Clark
Publisher : IAP
Page : 128 pages
File Size : 54,6 Mb
Release : 2018-08-01
Category : Education
ISBN : 9781641133715

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Learning Analytics in Education by David Niemi,Roy D. Pea,Bror Saxberg,Richard E. Clark Pdf

This book provides a comprehensive introduction by an extraordinary range of experts to the recent and rapidly developing field of learning analytics. Some of the finest current thinkers about ways to interpret and benefit from the increasing amount of evidence from learners’ experiences have taken time to explain their methods, describe examples, and point out new underpinnings for the field. Together, they show how this new field has the potential to dramatically increase learner success through deeper understanding of the academic, social-emotional, motivational, identity and meta-cognitive context each learner uniquely brings. Learning analytics is much more than “analyzing learning data”—it is about deeply understanding what learning activities work well, for whom, and when. Learning Analytics in Education provides an essential framework, as well as guidance and examples, for a wide range of professionals interested in the future of learning. If you are already involved in learning analytics, or otherwise trying to use an increasing density of evidence to understand learners’ progress, these leading thinkers in the field may give you new insights. If you are engaged in teaching at any level, or training future teachers/faculty for this new, increasingly technology-enhanced learning world, and want some sense of the potential opportunities (and pitfalls) of what technology can bring to your teaching and students, these forward-thinking leaders can spark your imagination. If you are involved in research around uses of technology, improving learning measurements, better ways to use evidence to improve learning, or in more deeply understanding human learning itself, you will find additional ideas and insights from some of the best thinkers in the field here. If you are involved in making administrative or policy decisions about learning, you will find new ideas (and dilemmas) coming your way from inevitable changes in how we design and deliver instruction, how we measure the outcomes, and how we provide feedback to students, teachers, developers, administrators, and policy-makers. For all these players, the trick will be to get the most out of all the new developments to efficiently and effectively improve learning performance, without getting distracted by “shiny” technologies that are disconnected from how human learning and development actually work.

Online Learning Analytics

Author : Jay Liebowitz
Publisher : CRC Press
Page : 270 pages
File Size : 46,5 Mb
Release : 2021-12-14
Category : Education
ISBN : 9781000538939

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Online Learning Analytics by Jay Liebowitz Pdf

"In our increasingly digitally enabled education world, analytics used ethically, strategically, and with care holds the potential to help more and more diverse students be more successful on higher education journeys than ever before. Jay Liebowitz and a cadre of the fields best ‘good trouble’ makers in this space help shine a light on the possibilities, potential challenges, and the power of learning together in this work." —Mark David Milliron, Ph.D., Senior Vice President and Executive Dean of the Teachers College, Western Governors University Due to the COVID-19 pandemic and its aftereffects, we have begun to enter the "new normal" of education. Instead of online learning being an "added feature" of K–12 schools and universities worldwide, it will be incorporated as an essential feature in education. There are many questions and concerns from parents, students, teachers, professors, administrators, staff, accrediting bodies, and others regarding the quality of virtual learning and its impact on student learning outcomes. Online Learning Analytics is conceived on trying to answer the questions of those who may be skeptical about online learning. Through better understanding and applying learning analytics, we can assess how successful learning and student/faculty engagement, as examples, can contribute towards producing the educational outcomes needed to advance student learning for future generations. Learning analytics has proven to be successful in many areas, such as the impact of using learning analytics in asynchronous online discussions in higher education. To prepare for a future where online learning plays a major role, this book examines: Data insights for improving curriculum design, teaching practice, and learning Scaling up learning analytics in an evidence-informed way The role of trust in online learning. Online learning faces very real philosophical and operational challenges. This book addresses areas of concern about the future of education and learning. It also energizes the field of learning analytics by presenting research on a range of topics that is broad and recognizes the humanness and depth of educating and learning.

Learning and Knowledge Analytics in Open Education

Author : Feng-Qi Lai,James D. Lehman
Publisher : Springer
Page : 230 pages
File Size : 46,5 Mb
Release : 2016-07-26
Category : Education
ISBN : 9783319389561

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Learning and Knowledge Analytics in Open Education by Feng-Qi Lai,James D. Lehman Pdf

This book explores trends in learning and knowledge analytics in open education, as explored in proceedings papers from AECT-LKAOE 2015 International Research Symposium. The chapters investigate various issues surrounding open education in all disciplines, such as learning design in open-ended learning environments, MOOCs (Massive Open Online Courses), learning analytics studies and applications, and technology and new media. The chapter authors provide guidance for how to design and develop most effective, efficient, and appealing instruction as well as suggesting learning strategies relevant to the open education era.

Learning Analytics Explained

Author : Niall Sclater
Publisher : Routledge
Page : 278 pages
File Size : 52,9 Mb
Release : 2017-02-17
Category : Education
ISBN : 9781317394556

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Learning Analytics Explained by Niall Sclater Pdf

Learning Analytics Explained draws extensively from case studies and interviews with experts in order to discuss emerging applications of the new field of learning analytics. Educational institutions increasingly collect data on students and their learning experiences, a practice that helps enhance courses, identify learners who require support, and provide a more personalized learning experience. There is, however, a corresponding need for guidance on how to carry out institutional projects, intervene effectively with students, and assess legal and ethical issues. This book provides that guidance while also covering the evolving technical architectures, standards, and products within the field.

Adoption of Data Analytics in Higher Education Learning and Teaching

Author : Dirk Ifenthaler,David Gibson
Publisher : Springer Nature
Page : 464 pages
File Size : 41,5 Mb
Release : 2020-08-10
Category : Education
ISBN : 9783030473921

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Adoption of Data Analytics in Higher Education Learning and Teaching by Dirk Ifenthaler,David Gibson Pdf

The book aims to advance global knowledge and practice in applying data science to transform higher education learning and teaching to improve personalization, access and effectiveness of education for all. Currently, higher education institutions and involved stakeholders can derive multiple benefits from educational data mining and learning analytics by using different data analytics strategies to produce summative, real-time, and predictive or prescriptive insights and recommendations. Educational data mining refers to the process of extracting useful information out of a large collection of complex educational datasets while learning analytics emphasizes insights and responses to real-time learning processes based on educational information from digital learning environments, administrative systems, and social platforms. This volume provides insight into the emerging paradigms, frameworks, methods and processes of managing change to better facilitate organizational transformation toward implementation of educational data mining and learning analytics. It features current research exploring the (a) theoretical foundation and empirical evidence of the adoption of learning analytics, (b) technological infrastructure and staff capabilities required, as well as (c) case studies that describe current practices and experiences in the use of data analytics in higher education.